{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "上证指数和gdp 对比"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 2000x600 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import akshare as ak\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import datetime\n",
    "\n",
    "# 设置起止时间\n",
    "start_date = \"2010-01-01\"\n",
    "end_date = datetime.datetime.now().strftime('%Y-%m-%d')\n",
    "\n",
    "# 获取上证指数数据\n",
    "index_data = ak.stock_zh_index_daily(symbol=\"sh000001\")\n",
    "index_data.reset_index(inplace=True)\n",
    "index_data['date'] = pd.to_datetime(index_data['date'])\n",
    "index_data = index_data[(index_data['date'] >= start_date) & (index_data['date'] <= end_date)]\n",
    "index_data = index_data[['date', 'close']]\n",
    "\n",
    "# 获取中国 GDP 增速数据\n",
    "gdp_data = ak.macro_china_gdp_yearly()\n",
    "gdp_data = gdp_data[['日期', '今值']]\n",
    "gdp_data.rename(columns={'今值': 'GDP增速'}, inplace=True)\n",
    "gdp_data['日期'] = pd.to_datetime(gdp_data['日期'])\n",
    "\n",
    "# 1. 剔除 NaN 数据\n",
    "gdp_data = gdp_data.dropna(subset=['GDP增速'])\n",
    "\n",
    "# 2. 按季度取最后一次有效的 GDP 数据\n",
    "gdp_data['季度'] = gdp_data['日期'].dt.to_period('Q')\n",
    "gdp_data = gdp_data.sort_values('日期', ascending=False)\n",
    "gdp_data = gdp_data.drop_duplicates(subset=['季度'], keep='first')\n",
    "gdp_data = gdp_data[gdp_data['GDP增速'].notna()]\n",
    "\n",
    "# 3. 计算每个季度的第一天\n",
    "gdp_data['调整日期'] = gdp_data['日期']\n",
    "gdp_data['调整日期'] = gdp_data['调整日期'].apply(lambda x: x.replace(day=1))\n",
    "\n",
    "# 设置索引为调整后的日期\n",
    "gdp_data.set_index('调整日期', inplace=True)\n",
    "\n",
    "# 将 GDP 数据扩展为日频\n",
    "gdp_daily = gdp_data[['GDP增速']].reindex(\n",
    "    pd.date_range(start=start_date, end=end_date, freq='D'), method='ffill'\n",
    ")\n",
    "\n",
    "# 对齐上证指数时间范围\n",
    "index_data.set_index('date', inplace=True)\n",
    "gdp_daily = gdp_daily.loc[index_data.index.min():index_data.index.max()]\n",
    "\n",
    "# 绘制双纵轴图\n",
    "fig, ax1 = plt.subplots(figsize=(20, 6))\n",
    "\n",
    "# 左轴：上证指数\n",
    "ax1.plot(index_data.index, index_data['close'], label='上证指数', color='blue')\n",
    "ax1.set_xlabel('时间')\n",
    "ax1.set_ylabel('上证指数', color='blue')\n",
    "ax1.tick_params(axis='y', labelcolor='blue')\n",
    "\n",
    "# 右轴：GDP增速\n",
    "ax2 = ax1.twinx()\n",
    "ax2.plot(gdp_daily.index, gdp_daily['GDP增速'], label='GDP增速（季度数据按日填充）', color='red', alpha=0.7)\n",
    "ax2.set_ylabel('GDP增速（%）', color='red')\n",
    "ax2.tick_params(axis='y', labelcolor='red')\n",
    "\n",
    "# 设置标题和图例\n",
    "plt.title('上证指数与GDP增速曲线图（2010年1月1日至今）', fontsize=16)\n",
    "fig.tight_layout()\n",
    "plt.show()\n"
   ]
  }
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